RF | Tune Grid
tic()
set.seed(7)
tfidf_cols <- data_train %>% select(1:(ncol(data_train)-length(labels_en)))
response_col <- data_train %>% select(positive)
model_data <- bind_cols(tfidf_cols, response_col)
# print(table(model_data$positive))
data_split <- initial_split(model_data, prop = 0.8, strata = positive)
train_data <- training(data_split)
test_data <- testing(data_split)
rf_recipe <- recipe(positive ~ ., data = model_data) %>%
step_zv(all_predictors()) %>%
step_normalize(all_predictors()) %>%
step_smote(positive) %>%
step_pca(all_predictors(), num_comp = tune())
# print(table(bake(prep(rf_recipe), new_data = NULL)$positive))
rf_model <- rand_forest(
mtry = tune(),
trees = tune(),
min_n = tune()
) %>%
set_engine("ranger", importance = "impurity") %>%
set_mode("classification")
rf_wf <- workflow() %>%
add_model(rf_model) %>%
add_recipe(rf_recipe)
rf_grid <- grid_regular(
trees(range = c(100, 500)),
mtry(range = c(1, floor(sqrt(ncol(train_data) - 1)))),
min_n(range = c(5, 20)),
num_comp(range = c(5, 100)),
levels = 5
)
set.seed(7)
tune_results <- tune_grid(
rf_wf,
resamples = vfold_cv(train_data, v = 5, strata = positive), # Validação cruzada estratificada
grid = rf_grid,
metrics = metric_set(yardstick::roc_auc),
control = control_grid(verbose = TRUE)
)
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best_results <- show_best(tune_results, metric = "roc_auc")
print(best_results)
## # A tibble: 5 × 10
## mtry trees min_n num_comp .metric .estimator mean n std_err .config
## <int> <int> <int> <int> <chr> <chr> <dbl> <int> <dbl> <chr>
## 1 1 100 12 28 roc_auc binary 0.603 5 0.0305 Preprocesso…
## 2 31 100 16 100 roc_auc binary 0.594 5 0.0322 Preprocesso…
## 3 23 100 12 100 roc_auc binary 0.592 5 0.0373 Preprocesso…
## 4 1 200 16 76 roc_auc binary 0.582 5 0.0266 Preprocesso…
## 5 16 100 5 100 roc_auc binary 0.582 5 0.0499 Preprocesso…
final_wf <- finalize_workflow(
rf_wf,
select_best(tune_results, metric = "roc_auc")
)
final_fit <- fit(final_wf, data = train_data)
final_model <- extract_fit_parsnip(final_fit)$fit
print(final_model)
## Ranger result
##
## Call:
## ranger::ranger(x = maybe_data_frame(x), y = y, mtry = min_cols(~1L, x), num.trees = ~100L, min.node.size = min_rows(~12L, x), importance = ~"impurity", num.threads = 1, verbose = FALSE, seed = sample.int(10^5, 1), probability = TRUE)
##
## Type: Probability estimation
## Number of trees: 100
## Sample size: 304
## Number of independent variables: 28
## Mtry: 1
## Target node size: 12
## Variable importance mode: impurity
## Splitrule: gini
## OOB prediction error (Brier s.): 0.2194928
importance <- final_model$variable.importance
importance_df <- data.frame(Feature = names(importance), Importance = importance) %>%
arrange(desc(importance))
row.names(importance_df) <- NULL
print(importance_df %>% head(100))
## Feature Importance
## 1 PC19 5.064072
## 2 PC10 4.611232
## 3 PC11 4.403105
## 4 PC09 4.149807
## 5 PC18 4.144784
## 6 PC13 4.061661
## 7 PC06 3.909810
## 8 PC25 3.908455
## 9 PC23 3.854270
## 10 PC15 3.783184
## 11 PC08 3.727870
## 12 PC20 3.686195
## 13 PC03 3.649328
## 14 PC16 3.626992
## 15 PC07 3.590828
## 16 PC28 3.577672
## 17 PC14 3.537408
## 18 PC04 3.510288
## 19 PC05 3.505493
## 20 PC02 3.493423
## 21 PC17 3.415191
## 22 PC21 3.395401
## 23 PC01 3.324409
## 24 PC27 3.279245
## 25 PC12 3.210044
## 26 PC24 3.124677
## 27 PC26 3.042823
## 28 PC22 2.882507
test_predictions <- predict(final_fit, test_data, type = "prob") %>%
bind_cols(test_data)
roc_auc_result <- test_predictions %>%
roc_auc(truth = positive, .pred_Yes)
print(roc_auc_result)
## # A tibble: 1 × 3
## .metric .estimator .estimate
## <chr> <chr> <dbl>
## 1 roc_auc binary 0.547
class_predictions <- predict(final_fit, test_data) %>%
bind_cols(test_data)
metrics <- metric_set(accuracy, precision, recall, f_meas)
results <- class_predictions %>%
metrics(truth = positive, estimate = .pred_class)
print(results)
## # A tibble: 4 × 3
## .metric .estimator .estimate
## <chr> <chr> <dbl>
## 1 accuracy binary 0.507
## 2 precision binary 0.412
## 3 recall binary 0.219
## 4 f_meas binary 0.286
conf_matrix <- class_predictions %>%
conf_mat(truth = positive, estimate = .pred_class)
conf_matrix_plot <- autoplot(conf_matrix, type = "heatmap") +
labs(title = "Matriz de Confusão")
print(conf_matrix_plot)

roc_curve_data <- test_predictions %>%
roc_curve(truth = positive, .pred_Yes)
roc_plot <- ggplot(roc_curve_data, aes(x = 1 - specificity, y = sensitivity)) +
geom_path() +
geom_abline(lty = 3) +
coord_equal() +
labs(title = "Curva ROC",
x = "1 - Especificidade",
y = "Sensibilidade")
print(roc_plot)

toc()
## 499.425 sec elapsed
test_predictions <- predict(final_fit, train_data, type = "prob") %>%
bind_cols(train_data)
roc_auc_result <- test_predictions %>%
roc_auc(truth = positive, .pred_Yes)
print(roc_auc_result)
## # A tibble: 1 × 3
## .metric .estimator .estimate
## <chr> <chr> <dbl>
## 1 roc_auc binary 0.000605
class_predictions <- predict(final_fit, train_data) %>%
bind_cols(train_data)
metrics <- metric_set(accuracy, precision, recall, f_meas)
results <- class_predictions %>%
metrics(truth = positive, estimate = .pred_class)
print(results)
## # A tibble: 4 × 3
## .metric .estimator .estimate
## <chr> <chr> <dbl>
## 1 accuracy binary 0.982
## 2 precision binary 0.969
## 3 recall binary 0.992
## 4 f_meas binary 0.980
conf_matrix <- class_predictions %>%
conf_mat(truth = positive, estimate = .pred_class)
conf_matrix_plot <- autoplot(conf_matrix, type = "heatmap") +
labs(title = "Matriz de Confusão")
print(conf_matrix_plot)

roc_curve_data <- test_predictions %>%
roc_curve(truth = positive, .pred_Yes)
roc_plot <- ggplot(roc_curve_data, aes(x = 1 - specificity, y = sensitivity)) +
geom_path() +
geom_abline(lty = 3) +
coord_equal() +
labs(title = "Curva ROC",
x = "1 - Especificidade",
y = "Sensibilidade")
print(roc_plot)
